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Sep 2026

Caught in the framing: How consumer reactivity links typicality and market appeal for creative products

While consumers' perceptions of creative products' framing typicality are guided by existing category structures, research on social evaluation emphasizes consumers' active role in shaping and redefining these structures. To tackle consumers being caught in the framing, we propose consumer reactivity as a mediato...

Guang Zhu, Tao Wang, Xiao-Fei Qu · 0 citations
#natural language process... Preprint Sep 2026

GraphForge: Training Working Agents with Graph-Anchored Workspace Synthesis

GraphForge, an evidence-graph based framework that grounds both the task and its verification in real files, and rejects fine-tuning on the SFT model's own rollouts yields further improvements on all three benchmarks, suggesting that the rubrics provide a useful selection signal.

Qi-Sheng Su, Han-Chen Wang, Guang Zhu et al. · 0 citations

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